Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 7500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 996.1 KiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 2 |
churn is highly overall correlated with customer_service_calls | High correlation |
customer_service_calls is highly overall correlated with churn | High correlation |
churn is highly imbalanced (57.3%) | Imbalance |
total_eve_charge has unique values | Unique |
customer_hapiness has unique values | Unique |
n_sms has 561 (7.5%) zeros | Zeros |
total_night_charge has 1995 (26.6%) zeros | Zeros |
customer_service_calls has 3786 (50.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-30 11:02:02.338451 |
|---|---|
| Analysis finished | 2024-08-30 11:02:13.650854 |
| Duration | 11.31 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
area_code
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0470667 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.5734285 |
|---|---|
| Coefficient of variation (CV) | 0.50988598 |
| Kurtosis | -1.2201216 |
| Mean | 5.0470667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.016014202 |
| Sum | 37853 |
| Variance | 6.6225344 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 867 | |
| 4 | 865 | |
| 9 | 864 | |
| 7 | 839 | |
| 8 | 827 | |
| 2 | 820 | |
| 3 | 818 | |
| 5 | 808 | |
| 1 | 792 |
| Value | Count | Frequency (%) |
| 1 | 792 | |
| 2 | 820 | |
| 3 | 818 | |
| 4 | 865 | |
| 5 | 808 | |
| 6 | 867 | |
| 7 | 839 | |
| 8 | 827 | |
| 9 | 864 |
| Value | Count | Frequency (%) |
| 9 | 864 | |
| 8 | 827 | |
| 7 | 839 | |
| 6 | 867 | |
| 5 | 808 | |
| 4 | 865 | |
| 3 | 818 | |
| 2 | 820 | |
| 1 | 792 |
plan
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 117.2 KiB |
| 2.0 | |
|---|---|
| 3.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 22500 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 2515 | |
| 3.0 | 2508 | |
| 1.0 | 2477 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 2515 | |
| 3.0 | 2508 | |
| 1.0 | 2477 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 7500 | |
| 0 | 7500 | |
| 2 | 2515 | 11.2% |
| 3 | 2508 | 11.1% |
| 1 | 2477 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 7500 | |
| 0 | 7500 | |
| 2 | 2515 | 11.2% |
| 3 | 2508 | 11.1% |
| 1 | 2477 | 11.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 7500 | |
| 0 | 7500 | |
| 2 | 2515 | 11.2% |
| 3 | 2508 | 11.1% |
| 1 | 2477 | 11.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 7500 | |
| 0 | 7500 | |
| 2 | 2515 | 11.2% |
| 3 | 2508 | 11.1% |
| 1 | 2477 | 11.0% |
n_sms
Real number (ℝ)
ZEROS 
| Distinct | 822 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 306.74547 |
| Minimum | 0 |
|---|---|
| Maximum | 1070 |
| Zeros | 561 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 158 |
| median | 298 |
| Q3 | 441 |
| 95-th percentile | 645.05 |
| Maximum | 1070 |
| Range | 1070 |
| Interquartile range (IQR) | 283 |
Descriptive statistics
| Standard deviation | 196.35166 |
|---|---|
| Coefficient of variation (CV) | 0.64011267 |
| Kurtosis | -0.3537701 |
| Mean | 306.74547 |
| Median Absolute Deviation (MAD) | 141 |
| Skewness | 0.35025717 |
| Sum | 2300591 |
| Variance | 38553.974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 561 | 7.5% |
| 244 | 24 | 0.3% |
| 280 | 24 | 0.3% |
| 469 | 22 | 0.3% |
| 361 | 22 | 0.3% |
| 308 | 22 | 0.3% |
| 229 | 21 | 0.3% |
| 287 | 21 | 0.3% |
| 228 | 21 | 0.3% |
| 230 | 21 | 0.3% |
| Other values (812) | 6741 |
| Value | Count | Frequency (%) |
| 0 | 561 | |
| 1 | 9 | 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 6 | 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 6 | 0.1% |
| 6 | 4 | 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 6 | 0.1% |
| 9 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 1070 | 1 | |
| 1022 | 2 | |
| 1020 | 1 | |
| 1019 | 1 | |
| 999 | 1 | |
| 972 | 1 | |
| 967 | 1 | |
| 965 | 1 | |
| 957 | 1 | |
| 946 | 1 |
total_day_minutes
Real number (ℝ)
| Distinct | 7450 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 904.61862 |
| Minimum | 0 |
|---|---|
| Maximum | 2200.3418 |
| Zeros | 51 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 299.70013 |
| Q1 | 657.99236 |
| median | 904.56577 |
| Q3 | 1145.765 |
| 95-th percentile | 1508.2638 |
| Maximum | 2200.3418 |
| Range | 2200.3418 |
| Interquartile range (IQR) | 487.77261 |
Descriptive statistics
| Standard deviation | 361.02498 |
|---|---|
| Coefficient of variation (CV) | 0.39909082 |
| Kurtosis | -0.1263627 |
| Mean | 904.61862 |
| Median Absolute Deviation (MAD) | 243.52095 |
| Skewness | 0.041675731 |
| Sum | 6784639.7 |
| Variance | 130339.04 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 51 | 0.7% |
| 869.0255343 | 1 | < 0.1% |
| 641.5913782 | 1 | < 0.1% |
| 736.3438788 | 1 | < 0.1% |
| 1122.480966 | 1 | < 0.1% |
| 911.6610315 | 1 | < 0.1% |
| 758.1782017 | 1 | < 0.1% |
| 780.6994763 | 1 | < 0.1% |
| 549.5423187 | 1 | < 0.1% |
| 981.6882678 | 1 | < 0.1% |
| Other values (7440) | 7440 |
| Value | Count | Frequency (%) |
| 0 | 51 | |
| 0.03825805909 | 1 | < 0.1% |
| 1.338827963 | 1 | < 0.1% |
| 5.661380733 | 1 | < 0.1% |
| 8.374701903 | 1 | < 0.1% |
| 8.976510403 | 1 | < 0.1% |
| 10.15815743 | 1 | < 0.1% |
| 16.42871301 | 1 | < 0.1% |
| 17.09916813 | 1 | < 0.1% |
| 20.22175266 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2200.341761 | 1 | |
| 2127.189447 | 1 | |
| 2122.829453 | 1 | |
| 2105.497497 | 1 | |
| 2103.098407 | 1 | |
| 2082.04577 | 1 | |
| 2082.024846 | 1 | |
| 2028.959562 | 1 | |
| 2015.444121 | 1 | |
| 2012.247058 | 1 |
total_day_calls
Real number (ℝ)
| Distinct | 330 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 150.60107 |
| Minimum | 0 |
|---|---|
| Maximum | 425 |
| Zeros | 49 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 110 |
| median | 151 |
| Q3 | 190 |
| 95-th percentile | 250 |
| Maximum | 425 |
| Range | 425 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 59.712375 |
|---|---|
| Coefficient of variation (CV) | 0.39649371 |
| Kurtosis | -0.050081007 |
| Mean | 150.60107 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 0.061042561 |
| Sum | 1129508 |
| Variance | 3565.5677 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 161 | 64 | 0.9% |
| 159 | 61 | 0.8% |
| 148 | 60 | 0.8% |
| 180 | 60 | 0.8% |
| 168 | 59 | 0.8% |
| 140 | 58 | 0.8% |
| 125 | 57 | 0.8% |
| 147 | 57 | 0.8% |
| 135 | 55 | 0.7% |
| 164 | 55 | 0.7% |
| Other values (320) | 6914 |
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 1 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 4 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 425 | 1 | < 0.1% |
| 367 | 1 | < 0.1% |
| 358 | 1 | < 0.1% |
| 355 | 3 | |
| 351 | 1 | < 0.1% |
| 345 | 1 | < 0.1% |
| 340 | 1 | < 0.1% |
| 339 | 1 | < 0.1% |
| 338 | 1 | < 0.1% |
| 336 | 1 | < 0.1% |
total_day_charge
Real number (ℝ)
| Distinct | 7494 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.675844 |
| Minimum | 0 |
|---|---|
| Maximum | 98.408197 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19.558587 |
| Q1 | 34.659855 |
| median | 44.717577 |
| Q3 | 54.731811 |
| 95-th percentile | 69.056084 |
| Maximum | 98.408197 |
| Range | 98.408197 |
| Interquartile range (IQR) | 20.071956 |
Descriptive statistics
| Standard deviation | 15.043472 |
|---|---|
| Coefficient of variation (CV) | 0.33672496 |
| Kurtosis | -0.042983716 |
| Mean | 44.675844 |
| Median Absolute Deviation (MAD) | 10.034248 |
| Skewness | 0.026005947 |
| Sum | 335068.83 |
| Variance | 226.30604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.1% |
| 50.44969101 | 1 | < 0.1% |
| 38.72112118 | 1 | < 0.1% |
| 52.73357609 | 1 | < 0.1% |
| 52.71349676 | 1 | < 0.1% |
| 43.39498404 | 1 | < 0.1% |
| 46.02435162 | 1 | < 0.1% |
| 63.86359274 | 1 | < 0.1% |
| 54.79469604 | 1 | < 0.1% |
| 48.81811409 | 1 | < 0.1% |
| Other values (7484) | 7484 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 0.9287915823 | 1 | < 0.1% |
| 1.022292004 | 1 | < 0.1% |
| 1.126543757 | 1 | < 0.1% |
| 2.219584772 | 1 | < 0.1% |
| 2.707283264 | 1 | < 0.1% |
| 2.867761919 | 1 | < 0.1% |
| 3.188209603 | 1 | < 0.1% |
| 3.765365939 | 1 | < 0.1% |
| 3.766806931 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 98.40819671 | 1 | |
| 98.32200589 | 1 | |
| 97.27460884 | 1 | |
| 95.33499891 | 1 | |
| 94.73419765 | 1 | |
| 93.79299949 | 1 | |
| 93.75503867 | 1 | |
| 93.06398622 | 1 | |
| 92.62104596 | 1 | |
| 92.5660562 | 1 |
total_eve_minutes
Real number (ℝ)
| Distinct | 7484 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 599.01458 |
| Minimum | 0 |
|---|---|
| Maximum | 1440.7829 |
| Zeros | 17 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 256.09425 |
| Q1 | 459.19789 |
| median | 597.72644 |
| Q3 | 739.24961 |
| 95-th percentile | 945.87888 |
| Maximum | 1440.7829 |
| Range | 1440.7829 |
| Interquartile range (IQR) | 280.05173 |
Descriptive statistics
| Standard deviation | 209.53753 |
|---|---|
| Coefficient of variation (CV) | 0.34980373 |
| Kurtosis | 0.038091193 |
| Mean | 599.01458 |
| Median Absolute Deviation (MAD) | 140.07486 |
| Skewness | 0.058362743 |
| Sum | 4492609.3 |
| Variance | 43905.978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17 | 0.2% |
| 681.643301 | 1 | < 0.1% |
| 717.7364393 | 1 | < 0.1% |
| 638.6540726 | 1 | < 0.1% |
| 424.994423 | 1 | < 0.1% |
| 226.3672427 | 1 | < 0.1% |
| 575.9321347 | 1 | < 0.1% |
| 626.9059039 | 1 | < 0.1% |
| 368.6109878 | 1 | < 0.1% |
| 565.2745296 | 1 | < 0.1% |
| Other values (7474) | 7474 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 0.1377191373 | 1 | < 0.1% |
| 9.504674031 | 1 | < 0.1% |
| 10.02429358 | 1 | < 0.1% |
| 12.81616532 | 1 | < 0.1% |
| 15.71273512 | 1 | < 0.1% |
| 17.53084078 | 1 | < 0.1% |
| 20.04548112 | 1 | < 0.1% |
| 21.28808554 | 1 | < 0.1% |
| 26.29539222 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1440.782944 | 1 | |
| 1387.196936 | 1 | |
| 1386.625588 | 1 | |
| 1382.942128 | 1 | |
| 1368.544899 | 1 | |
| 1313.26085 | 1 | |
| 1308.243583 | 1 | |
| 1288.966776 | 1 | |
| 1286.978616 | 1 | |
| 1278.38289 | 1 |
total_eve_calls
Real number (ℝ)
| Distinct | 324 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 149.52947 |
| Minimum | 0 |
|---|---|
| Maximum | 386 |
| Zeros | 48 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 110 |
| median | 150 |
| Q3 | 190 |
| 95-th percentile | 246 |
| Maximum | 386 |
| Range | 386 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 59.039 |
|---|---|
| Coefficient of variation (CV) | 0.39483187 |
| Kurtosis | -0.10287171 |
| Mean | 149.52947 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 0.024770902 |
| Sum | 1121471 |
| Variance | 3485.6035 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 144 | 60 | 0.8% |
| 190 | 59 | 0.8% |
| 118 | 58 | 0.8% |
| 126 | 57 | 0.8% |
| 177 | 57 | 0.8% |
| 165 | 57 | 0.8% |
| 159 | 55 | 0.7% |
| 171 | 55 | 0.7% |
| 155 | 55 | 0.7% |
| 158 | 55 | 0.7% |
| Other values (314) | 6932 |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 4 | 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 4 | 0.1% |
| 8 | 7 | 0.1% |
| 9 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 386 | 1 | |
| 372 | 1 | |
| 359 | 1 | |
| 356 | 1 | |
| 352 | 1 | |
| 346 | 2 | |
| 345 | 1 | |
| 338 | 1 | |
| 336 | 1 | |
| 334 | 2 |
total_eve_charge
Real number (ℝ)
UNIQUE 
| Distinct | 7500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.845465 |
| Minimum | 0 |
|---|---|
| Maximum | 63.571876 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.853029 |
| Q1 | 23.742752 |
| median | 29.952025 |
| Q3 | 35.993937 |
| 95-th percentile | 44.132718 |
| Maximum | 63.571876 |
| Range | 63.571876 |
| Interquartile range (IQR) | 12.251185 |
Descriptive statistics
| Standard deviation | 8.9443674 |
|---|---|
| Coefficient of variation (CV) | 0.29968933 |
| Kurtosis | 0.032734748 |
| Mean | 29.845465 |
| Median Absolute Deviation (MAD) | 6.1165394 |
| Skewness | -0.026420325 |
| Sum | 223840.99 |
| Variance | 80.001708 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.12269024 | 1 | < 0.1% |
| 34.88206251 | 1 | < 0.1% |
| 35.47041119 | 1 | < 0.1% |
| 21.97347598 | 1 | < 0.1% |
| 23.02480257 | 1 | < 0.1% |
| 29.37376598 | 1 | < 0.1% |
| 29.79987972 | 1 | < 0.1% |
| 29.50761315 | 1 | < 0.1% |
| 24.72363852 | 1 | < 0.1% |
| 28.66744893 | 1 | < 0.1% |
| Other values (7490) | 7490 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.077529726 | 1 | |
| 2.1237108 | 1 | |
| 2.42799762 | 1 | |
| 2.460518018 | 1 | |
| 2.482991654 | 1 | |
| 2.614324291 | 1 | |
| 2.665484773 | 1 | |
| 2.730636091 | 1 | |
| 2.74017399 | 1 |
| Value | Count | Frequency (%) |
| 63.57187562 | 1 | |
| 63.37683574 | 1 | |
| 61.28838206 | 1 | |
| 60.94966195 | 1 | |
| 60.32225723 | 1 | |
| 59.70201038 | 1 | |
| 59.53158352 | 1 | |
| 59.1749612 | 1 | |
| 58.81369383 | 1 | |
| 58.76784239 | 1 |
total_night_minutes
Real number (ℝ)
| Distinct | 7496 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 210.33066 |
| Minimum | 0 |
|---|---|
| Maximum | 445.63189 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 112.9553 |
| Q1 | 169.81354 |
| median | 209.8147 |
| Q3 | 249.82276 |
| 95-th percentile | 308.01656 |
| Maximum | 445.63189 |
| Range | 445.63189 |
| Interquartile range (IQR) | 80.009219 |
Descriptive statistics
| Standard deviation | 59.186122 |
|---|---|
| Coefficient of variation (CV) | 0.28139561 |
| Kurtosis | 0.044379532 |
| Mean | 210.33066 |
| Median Absolute Deviation (MAD) | 40.008812 |
| Skewness | 0.0031829705 |
| Sum | 1577479.9 |
| Variance | 3502.9971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.1% |
| 157.6391977 | 1 | < 0.1% |
| 170.7245347 | 1 | < 0.1% |
| 221.5839565 | 1 | < 0.1% |
| 130.0367792 | 1 | < 0.1% |
| 296.5277913 | 1 | < 0.1% |
| 187.7887801 | 1 | < 0.1% |
| 240.3317383 | 1 | < 0.1% |
| 127.6229598 | 1 | < 0.1% |
| 230.189301 | 1 | < 0.1% |
| Other values (7486) | 7486 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.5990210512 | 1 | < 0.1% |
| 7.126416466 | 1 | < 0.1% |
| 15.80651178 | 1 | < 0.1% |
| 26.01053946 | 1 | < 0.1% |
| 28.49409364 | 1 | < 0.1% |
| 33.7034836 | 1 | < 0.1% |
| 36.03123731 | 1 | < 0.1% |
| 37.36409508 | 1 | < 0.1% |
| 37.55282617 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 445.6318941 | 1 | |
| 425.2801296 | 1 | |
| 422.5045521 | 1 | |
| 412.6554767 | 1 | |
| 401.6885242 | 1 | |
| 401.0082237 | 1 | |
| 396.7271193 | 1 | |
| 395.731357 | 1 | |
| 391.8204284 | 1 | |
| 391.4260794 | 1 |
total_night_calls
Real number (ℝ)
| Distinct | 131 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.4808 |
| Minimum | 0 |
|---|---|
| Maximum | 135 |
| Zeros | 11 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 45 |
| median | 59 |
| Q3 | 74 |
| 95-th percentile | 93 |
| Maximum | 135 |
| Range | 135 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.86939 |
|---|---|
| Coefficient of variation (CV) | 0.35085927 |
| Kurtosis | -0.038913481 |
| Mean | 59.4808 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.042417758 |
| Sum | 446106 |
| Variance | 435.53144 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 161 | 2.1% |
| 55 | 160 | 2.1% |
| 62 | 156 | 2.1% |
| 57 | 150 | 2.0% |
| 53 | 148 | 2.0% |
| 51 | 146 | 1.9% |
| 54 | 144 | 1.9% |
| 70 | 142 | 1.9% |
| 63 | 139 | 1.9% |
| 66 | 137 | 1.8% |
| Other values (121) | 6017 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 1 | 4 | 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 4 | 0.1% |
| 5 | 5 | |
| 6 | 5 | |
| 7 | 6 | |
| 8 | 4 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 135 | 1 | < 0.1% |
| 134 | 3 | |
| 132 | 2 | < 0.1% |
| 131 | 1 | < 0.1% |
| 129 | 2 | < 0.1% |
| 126 | 2 | < 0.1% |
| 125 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 123 | 6 | |
| 121 | 1 | < 0.1% |
total_night_charge
Real number (ℝ)
ZEROS 
| Distinct | 5506 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.94978 |
| Minimum | 0 |
|---|---|
| Maximum | 106.65388 |
| Zeros | 1995 |
| Zeros (%) | 26.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15.17492 |
| Q3 | 31.053053 |
| 95-th percentile | 54.627117 |
| Maximum | 106.65388 |
| Range | 106.65388 |
| Interquartile range (IQR) | 31.053053 |
Descriptive statistics
| Standard deviation | 18.756229 |
|---|---|
| Coefficient of variation (CV) | 0.98978607 |
| Kurtosis | 0.29141633 |
| Mean | 18.94978 |
| Median Absolute Deviation (MAD) | 15.17492 |
| Skewness | 0.9054566 |
| Sum | 142123.35 |
| Variance | 351.79611 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1995 | 26.6% |
| 25.1639883 | 1 | < 0.1% |
| 23.89525258 | 1 | < 0.1% |
| 0.1754112002 | 1 | < 0.1% |
| 25.02263682 | 1 | < 0.1% |
| 27.09354147 | 1 | < 0.1% |
| 9.825129309 | 1 | < 0.1% |
| 54.75293129 | 1 | < 0.1% |
| 40.34505966 | 1 | < 0.1% |
| 26.04051897 | 1 | < 0.1% |
| Other values (5496) | 5496 |
| Value | Count | Frequency (%) |
| 0 | 1995 | |
| 0.000806207892 | 1 | < 0.1% |
| 0.002440423866 | 1 | < 0.1% |
| 0.004565472541 | 1 | < 0.1% |
| 0.01474158119 | 1 | < 0.1% |
| 0.02807394595 | 1 | < 0.1% |
| 0.03002501315 | 1 | < 0.1% |
| 0.03060909829 | 1 | < 0.1% |
| 0.06025733014 | 1 | < 0.1% |
| 0.07308376074 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 106.65388 | 1 | |
| 105.1705078 | 1 | |
| 100.8124047 | 1 | |
| 97.28332675 | 1 | |
| 93.14338367 | 1 | |
| 92.94639622 | 1 | |
| 92.53850748 | 1 | |
| 91.84871345 | 1 | |
| 91.8454027 | 1 | |
| 90.4918436 | 1 |
customer_service_calls
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 95 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.841067 |
| Minimum | 0 |
|---|---|
| Maximum | 111 |
| Zeros | 3786 |
| Zeros (%) | 50.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20 |
| 95-th percentile | 49 |
| Maximum | 111 |
| Range | 111 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 17.351702 |
|---|---|
| Coefficient of variation (CV) | 1.4653833 |
| Kurtosis | 2.3370346 |
| Mean | 11.841067 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.6303782 |
| Sum | 88808 |
| Variance | 301.08155 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3786 | |
| 1 | 129 | 1.7% |
| 6 | 115 | 1.5% |
| 3 | 113 | 1.5% |
| 5 | 110 | 1.5% |
| 2 | 107 | 1.4% |
| 15 | 103 | 1.4% |
| 8 | 102 | 1.4% |
| 23 | 95 | 1.3% |
| 7 | 92 | 1.2% |
| Other values (85) | 2748 |
| Value | Count | Frequency (%) |
| 0 | 3786 | |
| 1 | 129 | 1.7% |
| 2 | 107 | 1.4% |
| 3 | 113 | 1.5% |
| 4 | 78 | 1.0% |
| 5 | 110 | 1.5% |
| 6 | 115 | 1.5% |
| 7 | 92 | 1.2% |
| 8 | 102 | 1.4% |
| 9 | 80 | 1.1% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 104 | 1 | < 0.1% |
| 98 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 2 | |
| 91 | 2 | |
| 90 | 3 | |
| 88 | 3 | |
| 87 | 4 |
customer_service_rating
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3952 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8752473 |
|---|---|
| Coefficient of variation (CV) | 0.25357628 |
| Kurtosis | -0.29631591 |
| Mean | 7.3952 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4611801 |
| Sum | 55464 |
| Variance | 3.5165525 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 1436 | |
| 7 | 1380 | |
| 9 | 1192 | |
| 10 | 1170 | |
| 6 | 1096 | |
| 5 | 671 | |
| 4 | 366 | 4.9% |
| 3 | 134 | 1.8% |
| 2 | 39 | 0.5% |
| 1 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 13 | 0.2% |
| 2 | 39 | 0.5% |
| 3 | 134 | 1.8% |
| 4 | 366 | 4.9% |
| 5 | 671 | |
| 6 | 1096 | |
| 7 | 1380 | |
| 8 | 1436 | |
| 9 | 1192 |
| Value | Count | Frequency (%) |
| 10 | 1170 | |
| 9 | 1192 | |
| 8 | 1436 | |
| 7 | 1380 | |
| 6 | 1096 | |
| 5 | 671 | |
| 4 | 366 | 4.9% |
| 3 | 134 | 1.8% |
| 2 | 39 | 0.5% |
| 1 | 13 | 0.2% |
customer_hapiness
Real number (ℝ)
UNIQUE 
| Distinct | 7500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50245275 |
| Minimum | 0.00017939101 |
|---|---|
| Maximum | 0.99986871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0.00017939101 |
|---|---|
| 5-th percentile | 0.051810835 |
| Q1 | 0.25056444 |
| median | 0.50786818 |
| Q3 | 0.75257533 |
| 95-th percentile | 0.95064888 |
| Maximum | 0.99986871 |
| Range | 0.99968932 |
| Interquartile range (IQR) | 0.50201089 |
Descriptive statistics
| Standard deviation | 0.28985428 |
|---|---|
| Coefficient of variation (CV) | 0.57687868 |
| Kurtosis | -1.2200514 |
| Mean | 0.50245275 |
| Median Absolute Deviation (MAD) | 0.25176169 |
| Skewness | -0.007159829 |
| Sum | 3768.3956 |
| Variance | 0.084015503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2982344468 | 1 | < 0.1% |
| 0.908372139 | 1 | < 0.1% |
| 0.08111243983 | 1 | < 0.1% |
| 0.9225696282 | 1 | < 0.1% |
| 0.5810198802 | 1 | < 0.1% |
| 0.05552150173 | 1 | < 0.1% |
| 0.9530781173 | 1 | < 0.1% |
| 0.3772880793 | 1 | < 0.1% |
| 0.4053539076 | 1 | < 0.1% |
| 0.3602364119 | 1 | < 0.1% |
| Other values (7490) | 7490 |
| Value | Count | Frequency (%) |
| 0.0001793910098 | 1 | |
| 0.0002135787151 | 1 | |
| 0.0004282800256 | 1 | |
| 0.0006435799683 | 1 | |
| 0.0007028449389 | 1 | |
| 0.0007159080322 | 1 | |
| 0.0008807913954 | 1 | |
| 0.001564124626 | 1 | |
| 0.001667041497 | 1 | |
| 0.001753145611 | 1 |
| Value | Count | Frequency (%) |
| 0.9998687081 | 1 | |
| 0.9997737425 | 1 | |
| 0.9995118717 | 1 | |
| 0.9992886641 | 1 | |
| 0.9991603916 | 1 | |
| 0.9991286197 | 1 | |
| 0.9990361676 | 1 | |
| 0.9990232501 | 1 | |
| 0.9989040662 | 1 | |
| 0.9987561297 | 1 |
churn
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 117.2 KiB |
| 0 | |
|---|---|
| 1 | 653 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6847 | |
| 1 | 653 | 8.7% |
| area_code | churn | customer_hapiness | customer_service_calls | customer_service_rating | n_sms | plan | total_day_calls | total_day_charge | total_day_minutes | total_eve_calls | total_eve_charge | total_eve_minutes | total_night_calls | total_night_charge | total_night_minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| area_code | 1.000 | 0.000 | 0.012 | 0.000 | 0.001 | 0.021 | 0.000 | -0.010 | -0.007 | 0.014 | 0.010 | 0.013 | -0.020 | 0.008 | -0.014 | 0.001 |
| churn | 0.000 | 1.000 | 0.251 | 0.579 | 0.213 | 0.019 | 0.000 | 0.027 | 0.000 | 0.019 | 0.000 | 0.036 | 0.000 | 0.015 | 0.000 | 0.038 |
| customer_hapiness | 0.012 | 0.251 | 1.000 | -0.007 | -0.027 | -0.006 | 0.000 | -0.032 | 0.003 | 0.016 | 0.006 | 0.002 | 0.003 | 0.023 | 0.016 | 0.010 |
| customer_service_calls | 0.000 | 0.579 | -0.007 | 1.000 | 0.029 | 0.017 | 0.017 | 0.007 | 0.018 | 0.002 | 0.008 | -0.000 | -0.009 | 0.019 | -0.005 | -0.007 |
| customer_service_rating | 0.001 | 0.213 | -0.027 | 0.029 | 1.000 | 0.014 | 0.023 | 0.013 | -0.002 | -0.011 | -0.001 | -0.022 | -0.029 | 0.012 | -0.017 | -0.023 |
| n_sms | 0.021 | 0.019 | -0.006 | 0.017 | 0.014 | 1.000 | 0.016 | 0.007 | 0.011 | 0.029 | 0.007 | 0.022 | 0.004 | -0.009 | 0.000 | -0.009 |
| plan | 0.000 | 0.000 | 0.000 | 0.017 | 0.023 | 0.016 | 1.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.010 | 0.000 |
| total_day_calls | -0.010 | 0.027 | -0.032 | 0.007 | 0.013 | 0.007 | 0.005 | 1.000 | 0.009 | 0.003 | -0.001 | -0.019 | 0.004 | 0.000 | 0.008 | 0.001 |
| total_day_charge | -0.007 | 0.000 | 0.003 | 0.018 | -0.002 | 0.011 | 0.000 | 0.009 | 1.000 | 0.025 | -0.029 | -0.006 | -0.004 | -0.002 | -0.003 | -0.004 |
| total_day_minutes | 0.014 | 0.019 | 0.016 | 0.002 | -0.011 | 0.029 | 0.000 | 0.003 | 0.025 | 1.000 | -0.015 | -0.004 | -0.002 | 0.009 | -0.013 | 0.019 |
| total_eve_calls | 0.010 | 0.000 | 0.006 | 0.008 | -0.001 | 0.007 | 0.000 | -0.001 | -0.029 | -0.015 | 1.000 | 0.015 | 0.003 | 0.013 | 0.015 | -0.014 |
| total_eve_charge | 0.013 | 0.036 | 0.002 | -0.000 | -0.022 | 0.022 | 0.000 | -0.019 | -0.006 | -0.004 | 0.015 | 1.000 | 0.001 | -0.016 | -0.004 | -0.005 |
| total_eve_minutes | -0.020 | 0.000 | 0.003 | -0.009 | -0.029 | 0.004 | 0.027 | 0.004 | -0.004 | -0.002 | 0.003 | 0.001 | 1.000 | -0.008 | 0.002 | -0.005 |
| total_night_calls | 0.008 | 0.015 | 0.023 | 0.019 | 0.012 | -0.009 | 0.000 | 0.000 | -0.002 | 0.009 | 0.013 | -0.016 | -0.008 | 1.000 | -0.011 | -0.021 |
| total_night_charge | -0.014 | 0.000 | 0.016 | -0.005 | -0.017 | 0.000 | 0.010 | 0.008 | -0.003 | -0.013 | 0.015 | -0.004 | 0.002 | -0.011 | 1.000 | -0.009 |
| total_night_minutes | 0.001 | 0.038 | 0.010 | -0.007 | -0.023 | -0.009 | 0.000 | 0.001 | -0.004 | 0.019 | -0.014 | -0.005 | -0.005 | -0.021 | -0.009 | 1.000 |
| area_code | plan | n_sms | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | customer_service_calls | customer_service_rating | customer_hapiness | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 237522 | 5.0 | 2.0 | 724 | 1365.991021 | 203 | 50.449691 | 681.643301 | 140 | 33.122690 | 157.639198 | 53 | 25.163988 | 14 | 8 | 0.298234 | 0 |
| 847276 | 2.0 | 3.0 | 387 | 1253.394397 | 158 | 77.050620 | 437.941533 | 88 | 20.629900 | 220.159029 | 32 | 58.178678 | 0 | 8 | 0.424740 | 0 |
| 242450 | 8.0 | 1.0 | 490 | 627.687099 | 165 | 42.508170 | 618.231970 | 54 | 17.826781 | 178.298004 | 85 | 47.785126 | 32 | 5 | 0.378805 | 1 |
| 377221 | 3.0 | 1.0 | 822 | 601.816333 | 115 | 72.020707 | 605.255759 | 106 | 27.550356 | 212.695526 | 30 | 6.765252 | 25 | 9 | 0.175085 | 0 |
| 991506 | 1.0 | 2.0 | 455 | 951.019715 | 140 | 44.885685 | 320.538743 | 75 | 25.209541 | 217.364011 | 98 | 25.802669 | 36 | 6 | 0.612607 | 0 |
| 428217 | 9.0 | 3.0 | 644 | 893.820618 | 247 | 44.661809 | 507.349147 | 151 | 22.746932 | 333.763431 | 64 | 0.000000 | 0 | 7 | 0.969292 | 0 |
| 327172 | 6.0 | 2.0 | 594 | 1210.178258 | 169 | 38.250627 | 735.523598 | 17 | 21.219536 | 195.102671 | 78 | 5.345871 | 0 | 10 | 0.262018 | 0 |
| 930596 | 7.0 | 1.0 | 133 | 365.906610 | 231 | 43.589122 | 234.331968 | 0 | 31.366369 | 144.180264 | 70 | 12.260392 | 0 | 8 | 0.798452 | 0 |
| 424036 | 3.0 | 3.0 | 102 | 126.487324 | 0 | 47.356321 | 601.619285 | 44 | 27.590046 | 261.782530 | 94 | 26.766478 | 0 | 10 | 0.999289 | 0 |
| 27491 | 1.0 | 2.0 | 442 | 409.245884 | 195 | 58.906716 | 803.479255 | 187 | 30.507035 | 168.940237 | 62 | 40.123818 | 0 | 5 | 0.459132 | 0 |
| area_code | plan | n_sms | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | customer_service_calls | customer_service_rating | customer_hapiness | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 811072 | 7.0 | 2.0 | 215 | 1570.623042 | 95 | 42.614391 | 644.444447 | 127 | 37.524457 | 189.566793 | 65 | 17.605139 | 0 | 5 | 0.954499 | 0 |
| 790046 | 8.0 | 2.0 | 372 | 297.444196 | 268 | 41.917049 | 742.998239 | 210 | 38.655664 | 102.350559 | 56 | 32.416889 | 0 | 5 | 0.738242 | 0 |
| 627035 | 7.0 | 2.0 | 351 | 0.000000 | 146 | 65.703691 | 899.921039 | 147 | 39.870787 | 89.733695 | 47 | 5.347156 | 0 | 5 | 0.296036 | 0 |
| 541307 | 2.0 | 2.0 | 66 | 473.789206 | 176 | 46.610144 | 306.003670 | 230 | 27.491096 | 187.516345 | 37 | 53.263817 | 0 | 4 | 0.898382 | 0 |
| 96170 | 7.0 | 1.0 | 327 | 972.665351 | 264 | 44.698007 | 817.314630 | 111 | 52.858449 | 106.636493 | 56 | 68.154185 | 2 | 7 | 0.965297 | 0 |
| 193092 | 2.0 | 3.0 | 101 | 1611.340600 | 208 | 57.553839 | 671.932659 | 192 | 31.206479 | 257.626670 | 54 | 35.793522 | 0 | 9 | 0.937242 | 0 |
| 852506 | 3.0 | 1.0 | 362 | 740.226243 | 159 | 38.938597 | 1027.754315 | 178 | 25.844785 | 282.956208 | 65 | 22.253193 | 41 | 7 | 0.470076 | 0 |
| 745063 | 3.0 | 3.0 | 0 | 822.691065 | 201 | 61.122407 | 117.556262 | 114 | 45.922274 | 149.316656 | 55 | 11.105829 | 29 | 10 | 0.009205 | 1 |
| 983044 | 8.0 | 1.0 | 470 | 708.988028 | 25 | 39.954708 | 396.343314 | 218 | 21.334555 | 164.605166 | 117 | 0.000000 | 0 | 7 | 0.740739 | 0 |
| 794745 | 8.0 | 1.0 | 518 | 769.409177 | 167 | 46.901915 | 505.923295 | 153 | 6.512523 | 260.856472 | 67 | 37.938794 | 16 | 8 | 0.907085 | 0 |